[Only including dataset "DataFrame"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical,
(i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).
• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "None"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical,
(i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).
• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
age
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
gk_positioning
0.55
gk_handling
0.47
overall
0.46
movement_reactions
0.46
physic
0.44
gk_diving
0.43
gk_reflexes
0.42
gk_kicking
0.40
mentality_composure
0.37
power_strength
0.34
gk_speed
0.34
passing
0.33
potential
-0.26
power_shot_power
0.26
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_position
0.37
ldm
0.37
cdm
0.37
rdm
0.37
lcb
0.37
cb
0.37
rcb
0.37
lcm
0.36
cm
0.36
rcm
0.36
lwb
0.33
rwb
0.33
lb
0.31
rb
0.31
MOST FREQUENT VALUES
22
1,446
7.9%
21
1,375
7.5%
23
1,358
7.4%
27
1,324
7.2%
25
1,319
7.2%
24
1,296
7.1%
26
1,270
6.9%
20
1,247
6.8%
28
1,086
5.9%
19
1,011
5.5%
29
999
5.5%
30
883
4.8%
31
807
4.4%
18
640
3.5%
32
597
3.3%
SMALLEST VALUES
16
12
<0.1%
17
229
1.3%
18
640
3.5%
19
1,011
5.5%
20
1,247
6.8%
21
1,375
7.5%
22
1,446
7.9%
23
1,358
7.4%
24
1,296
7.1%
25
1,319
7.2%
26
1,270
6.9%
27
1,324
7.2%
28
1,086
5.9%
29
999
5.5%
30
883
4.8%
LARGEST VALUES
42
2
<0.1%
41
4
<0.1%
40
13
<0.1%
39
20
0.1%
38
42
0.2%
37
81
0.4%
36
131
0.7%
35
310
1.7%
34
301
1.6%
33
475
2.6%
32
597
3.3%
31
807
4.4%
30
883
4.8%
29
999
5.5%
28
1,086
5.9%
height_cm
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
movement_balance
-0.79
weight_kg
0.77
movement_agility
-0.63
movement_acceleration
-0.56
power_strength
0.54
skill_dribbling
-0.50
attacking_crossing
-0.50
physic
0.49
movement_sprint_speed
-0.47
skill_curve
-0.45
mentality_positioning
-0.45
pace
-0.43
skill_ball_control
-0.43
dribbling
-0.41
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
lw
0.51
rw
0.51
lm
0.50
rm
0.50
lam
0.49
cam
0.49
ram
0.49
lf
0.48
cf
0.48
rf
0.48
lcb
0.45
cb
0.45
rcb
0.45
skill_moves
0.45
MOST FREQUENT VALUES
180
1,468
8.0%
178
1,213
6.6%
185
1,193
6.5%
183
1,160
6.3%
175
990
5.4%
188
904
4.9%
182
833
4.6%
184
820
4.5%
186
774
4.2%
177
722
4.0%
181
704
3.9%
187
682
3.7%
176
669
3.7%
179
641
3.5%
190
585
3.2%
SMALLEST VALUES
156
1
<0.1%
157
1
<0.1%
158
3
<0.1%
159
3
<0.1%
160
3
<0.1%
161
5
<0.1%
162
12
<0.1%
163
29
0.2%
164
21
0.1%
165
68
0.4%
166
60
0.3%
167
102
0.6%
168
195
1.1%
169
149
0.8%
170
455
2.5%
LARGEST VALUES
205
1
<0.1%
203
6
<0.1%
202
4
<0.1%
201
11
<0.1%
200
10
<0.1%
199
14
<0.1%
198
35
0.2%
197
51
0.3%
196
139
0.8%
195
136
0.7%
194
173
0.9%
193
316
1.7%
192
290
1.6%
191
464
2.5%
190
585
3.2%
weight_kg
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
height_cm
0.77
movement_balance
-0.67
power_strength
0.61
physic
0.58
movement_agility
-0.55
movement_acceleration
-0.49
movement_sprint_speed
-0.42
skill_dribbling
-0.42
attacking_crossing
-0.40
pace
-0.39
mentality_positioning
-0.36
skill_curve
-0.35
goalkeeping_positioning
0.34
goalkeeping_handling
0.34
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
lcb
0.45
cb
0.45
rcb
0.45
lw
0.42
rw
0.42
lm
0.42
rm
0.42
lam
0.40
cam
0.40
ram
0.40
lf
0.40
cf
0.40
rf
0.40
skill_moves
0.38
MOST FREQUENT VALUES
70
1,455
8.0%
75
1,410
7.7%
80
1,060
5.8%
78
1,005
5.5%
72
983
5.4%
73
948
5.2%
74
890
4.9%
77
880
4.8%
76
860
4.7%
68
707
3.9%
79
659
3.6%
71
612
3.3%
82
584
3.2%
83
532
2.9%
69
524
2.9%
SMALLEST VALUES
50
1
<0.1%
52
2
<0.1%
53
2
<0.1%
54
6
<0.1%
55
6
<0.1%
56
13
<0.1%
57
15
<0.1%
58
35
0.2%
59
36
0.2%
60
142
0.8%
61
81
0.4%
62
157
0.9%
63
207
1.1%
64
297
1.6%
65
488
2.7%
LARGEST VALUES
110
1
<0.1%
107
1
<0.1%
104
2
<0.1%
103
3
<0.1%
102
3
<0.1%
101
4
<0.1%
100
2
<0.1%
99
3
<0.1%
98
10
<0.1%
97
12
<0.1%
96
21
0.1%
95
29
0.2%
94
42
0.2%
93
54
0.3%
92
81
0.4%
overall
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
gk_diving
0.95
gk_reflexes
0.95
gk_positioning
0.94
gk_handling
0.93
movement_reactions
0.86
gk_kicking
0.79
mentality_composure
0.72
passing
0.68
potential
0.65
value_eur
0.64
release_clause_eur
0.63
dribbling
0.60
wage_eur
0.57
power_shot_power
0.57
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
lcm
0.74
cm
0.74
rcm
0.74
lm
0.69
rm
0.69
lam
0.69
cam
0.69
ram
0.69
lf
0.68
cf
0.68
rf
0.68
ls
0.67
st
0.67
rs
0.67
MOST FREQUENT VALUES
66
1,141
6.2%
64
1,138
6.2%
65
1,124
6.1%
68
1,068
5.8%
67
1,065
5.8%
69
964
5.3%
63
946
5.2%
70
902
4.9%
62
873
4.8%
72
753
4.1%
71
715
3.9%
60
701
3.8%
61
649
3.6%
73
638
3.5%
59
545
3.0%
SMALLEST VALUES
48
43
0.2%
49
66
0.4%
50
103
0.6%
51
117
0.6%
52
169
0.9%
53
197
1.1%
54
232
1.3%
55
274
1.5%
56
360
2.0%
57
360
2.0%
58
485
2.7%
59
545
3.0%
60
701
3.8%
61
649
3.6%
62
873
4.8%
LARGEST VALUES
94
1
<0.1%
93
1
<0.1%
92
1
<0.1%
91
3
<0.1%
90
4
<0.1%
89
13
<0.1%
88
17
<0.1%
87
15
<0.1%
86
18
<0.1%
85
35
0.2%
84
49
0.3%
83
80
0.4%
82
92
0.5%
81
82
0.4%
80
157
0.9%
potential
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
gk_reflexes
0.70
gk_diving
0.70
gk_handling
0.67
overall
0.65
gk_positioning
0.62
release_clause_eur
0.60
value_eur
0.58
gk_kicking
0.56
movement_reactions
0.52
wage_eur
0.48
dribbling
0.45
mentality_composure
0.44
passing
0.42
attacking_short_passing
0.37
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
lam
0.51
cam
0.51
ram
0.51
lm
0.51
rm
0.51
lcm
0.51
cm
0.51
rcm
0.51
lf
0.51
cf
0.51
rf
0.51
lw
0.50
rw
0.50
ls
0.46
MOST FREQUENT VALUES
70
1,226
6.7%
68
1,195
6.5%
73
1,140
6.2%
72
1,131
6.2%
71
1,118
6.1%
69
1,111
6.1%
74
1,022
5.6%
67
987
5.4%
75
972
5.3%
66
882
4.8%
76
835
4.6%
65
781
4.3%
64
657
3.6%
77
650
3.6%
78
635
3.5%
SMALLEST VALUES
49
2
<0.1%
50
2
<0.1%
51
4
<0.1%
52
3
<0.1%
53
6
<0.1%
54
7
<0.1%
55
17
<0.1%
56
26
0.1%
57
43
0.2%
58
68
0.4%
59
122
0.7%
60
172
0.9%
61
228
1.2%
62
351
1.9%
63
459
2.5%
LARGEST VALUES
95
1
<0.1%
94
1
<0.1%
93
5
<0.1%
92
7
<0.1%
91
9
<0.1%
90
16
<0.1%
89
37
0.2%
88
45
0.2%
87
70
0.4%
86
116
0.6%
85
138
0.8%
84
214
1.2%
83
255
1.4%
82
291
1.6%
81
306
1.7%
value_eur
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
release_clause_eur
0.99
wage_eur
0.86
overall
0.64
potential
0.58
gk_handling
0.56
movement_reactions
0.56
gk_diving
0.55
gk_reflexes
0.55
gk_positioning
0.52
gk_kicking
0.47
mentality_composure
0.46
passing
0.45
dribbling
0.43
mentality_vision
0.37
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
lam
0.78
cam
0.78
ram
0.78
lf
0.78
cf
0.78
rf
0.78
lm
0.78
rm
0.78
lw
0.76
rw
0.76
lcm
0.73
cm
0.73
rcm
0.73
ls
0.70
MOST FREQUENT VALUES
1100000
491
2.7%
325000
384
2.1%
450000
358
2.0%
1200000
346
1.9%
425000
339
1.9%
1000000
325
1.8%
525000
322
1.8%
375000
317
1.7%
400000
313
1.7%
475000
312
1.7%
675000
306
1.7%
350000
300
1.6%
550000
291
1.6%
650000
289
1.6%
750000
285
1.6%
SMALLEST VALUES
0
250
1.4%
10000
4
<0.1%
20000
8
<0.1%
30000
28
0.2%
40000
52
0.3%
50000
110
0.6%
60000
140
0.8%
70000
97
0.5%
80000
134
0.7%
90000
131
0.7%
100000
178
1.0%
110000
185
1.0%
120000
192
1.1%
130000
209
1.1%
140000
218
1.2%
LARGEST VALUES
105500000
1
<0.1%
95500000
1
<0.1%
93500000
1
<0.1%
90000000
2
<0.1%
83000000
1
<0.1%
80500000
1
<0.1%
78000000
1
<0.1%
77500000
1
<0.1%
76500000
1
<0.1%
73000000
1
<0.1%
72500000
1
<0.1%
69000000
1
<0.1%
68000000
1
<0.1%
67500000
2
<0.1%
66000000
1
<0.1%
wage_eur
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
value_eur
0.86
release_clause_eur
0.85
overall
0.57
gk_handling
0.53
gk_diving
0.52
gk_reflexes
0.52
movement_reactions
0.51
gk_positioning
0.50
potential
0.48
gk_kicking
0.45
mentality_composure
0.42
passing
0.40
dribbling
0.37
mentality_vision
0.33
CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
lam
0.72
cam
0.72
ram
0.72
lf
0.71
cf
0.71
rf
0.71
lm
0.71
rm
0.71
lcm
0.69
cm
0.69
rcm
0.69
lw
0.69
rw
0.69
international_reputation
0.69
MOST FREQUENT VALUES
1000
4,976
27.2%
2000
2,967
16.2%
3000
1,825
10.0%
4000
1,303
7.1%
5000
891
4.9%
6000
639
3.5%
7000
548
3.0%
8000
439
2.4%
9000
330
1.8%
10000
283
1.5%
11000
258
1.4%
0
240
1.3%
12000
226
1.2%
14000
199
1.1%
13000
180
1.0%
SMALLEST VALUES
0
240
1.3%
1000
4,976
27.2%
2000
2,967
16.2%
3000
1,825
10.0%
4000
1,303
7.1%
5000
891
4.9%
6000
639
3.5%
7000
548
3.0%
8000
439
2.4%
9000
330
1.8%
10000
283
1.5%
11000
258
1.4%
12000
226
1.2%
13000
180
1.0%
14000
199
1.1%
LARGEST VALUES
565000
1
<0.1%
470000
1
<0.1%
405000
1
<0.1%
370000
2
<0.1%
355000
1
<0.1%
340000
1
<0.1%
330000
1
<0.1%
300000
3
<0.1%
290000
1
<0.1%
285000
2
<0.1%
265000
1
<0.1%
255000
1
<0.1%
250000
3
<0.1%
245000
2
<0.1%
240000
3
<0.1%
preferred_foot
MISSING:
---
TOP CATEGORIES
Right
13,960
76%
Left
4,318
24%
ALL
18,278
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
preferred_foot
PROVIDES INFORMATION ON...
team_position
0.02
nation_position
0.01
skill_moves
0.01
player_tags
0.01
weak_foot
0.00
lwb
0.00
rwb
0.00
lb
0.00
rb
0.00
lm
0.00
rm
0.00
ldm
0.00
cdm
0.00
rdm
0.00
THESE FEATURES GIVE INFORMATION
ON preferred_foot:
team_position
0.09
lwb
0.02
rwb
0.02
lb
0.02
rb
0.02
ldm
0.02
cdm
0.02
rdm
0.02
lm
0.02
rm
0.02
lw
0.02
rw
0.02
lcb
0.02
cb
0.02
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
preferred_foot
CORRELATION RATIO WITH...
attacking_crossing
0.20
skill_curve
0.15
skill_fk_accuracy
0.14
passing
0.13
skill_dribbling
0.13
pace
0.12
dribbling
0.12
movement_acceleration
0.12
defending_sliding_tackle
0.11
movement_sprint_speed
0.11
skill_ball_control
0.11
defending
0.11
defending_standing_tackle
0.11
goalkeeping_kicking
0.10
international_reputation
MISSING:
---
TOP CATEGORIES
1
16,794
92%
2
1,140
6%
3
292
2%
4
46
<1%
5
6
<1%
ALL
18,278
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
international_reputation
PROVIDES INFORMATION ON...
real_face
0.21
player_tags
0.09
nation_position
0.06
skill_moves
0.03
lcm
0.03
cm
0.03
rcm
0.03
lam
0.02
cam
0.02
ram
0.02
lf
0.02
cf
0.02
rf
0.02
ls
0.02
THESE FEATURES GIVE INFORMATION
ON international_reputation:
lcm
0.26
cm
0.26
rcm
0.26
lam
0.25
cam
0.25
ram
0.25
lf
0.24
cf
0.24
rf
0.24
ls
0.23
st
0.23
rs
0.23
lm
0.23
rm
0.23
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
international_reputation
CORRELATION RATIO WITH...
wage_eur
0.69
value_eur
0.63
release_clause_eur
0.61
overall
0.48
movement_reactions
0.44
mentality_composure
0.38
potential
0.34
power_shot_power
0.30
mentality_vision
0.29
age
0.28
attacking_short_passing
0.24
skill_long_passing
0.24
attacking_volleys
0.24
skill_curve
0.23
weak_foot
MISSING:
---
TOP CATEGORIES
3
11,347
62%
2
3,865
21%
4
2,666
15%
5
245
1%
1
155
<1%
ALL
18,278
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
weak_foot
PROVIDES INFORMATION ON...
skill_moves
0.06
player_tags
0.03
international_reputation
0.03
lf
0.03
cf
0.03
rf
0.03
lam
0.03
cam
0.03
ram
0.03
lw
0.03
rw
0.03
ls
0.03
st
0.03
rs
0.03
THESE FEATURES GIVE INFORMATION
ON weak_foot:
lf
0.10
cf
0.10
rf
0.10
lam
0.10
cam
0.10
ram
0.10
lw
0.10
rw
0.10
ls
0.10
st
0.10
rs
0.10
lm
0.09
rm
0.09
lcm
0.08
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
weak_foot
CORRELATION RATIO WITH...
shooting
0.38
attacking_volleys
0.38
skill_ball_control
0.38
power_long_shots
0.38
attacking_finishing
0.37
skill_dribbling
0.37
mentality_positioning
0.37
dribbling
0.36
skill_curve
0.36
passing
0.36
mentality_penalties
0.35
mentality_vision
0.35
attacking_short_passing
0.34
skill_fk_accuracy
0.34
skill_moves
MISSING:
---
TOP CATEGORIES
2
8,617
47%
3
6,536
36%
1
2,036
11%
4
1,040
6%
5
49
<1%
ALL
18,278
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
skill_moves
PROVIDES INFORMATION ON...
lw
0.21
rw
0.21
lm
0.20
rm
0.20
lam
0.20
cam
0.20
ram
0.20
lf
0.20
cf
0.20
rf
0.20
ls
0.17
st
0.17
rs
0.17
lcm
0.15
THESE FEATURES GIVE INFORMATION
ON skill_moves:
lw
0.65
rw
0.65
lam
0.62
cam
0.62
ram
0.62
lf
0.62
cf
0.62
rf
0.62
lm
0.62
rm
0.62
ls
0.54
st
0.54
rs
0.54
lcm
0.48
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
skill_moves
CORRELATION RATIO WITH...
gk_handling
0.99
gk_diving
0.99
gk_kicking
0.99
gk_reflexes
0.99
gk_positioning
0.99
goalkeeping_reflexes
0.98
goalkeeping_diving
0.98
goalkeeping_handling
0.97
goalkeeping_kicking
0.97
goalkeeping_positioning
0.97
gk_speed
0.96
dribbling
0.95
passing
0.93
pace
0.91
work_rate
MISSING:
---
TOP CATEGORIES
Medium/Medium
9,875
54%
High/Medium
3,216
18%
Medium/High
1,718
9%
High/High
986
5%
Medium/Low
886
5%
High/Low
684
4%
Low/Medium
461
3%
Low/High
417
2%
Low/Low
35
<1%
ALL
18,278
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
work_rate
PROVIDES INFORMATION ON...
player_tags
0.14
skill_moves
0.12
lcb
0.06
cb
0.06
rcb
0.06
team_position
0.05
lw
0.05
rw
0.05
lf
0.05
cf
0.05
rf
0.05
ls
0.05
st
0.05
rs
0.05
THESE FEATURES GIVE INFORMATION
ON work_rate:
lcb
0.14
cb
0.14
rcb
0.14
lw
0.13
rw
0.13
lf
0.13
cf
0.13
rf
0.13
ls
0.12
st
0.12
rs
0.12
lm
0.12
rm
0.12
lb
0.12
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
work_rate
CORRELATION RATIO WITH...
mentality_positioning
0.47
attacking_finishing
0.47
shooting
0.44
attacking_volleys
0.43
mentality_interceptions
0.43
skill_dribbling
0.43
defending_standing_tackle
0.43
defending_sliding_tackle
0.42
power_long_shots
0.42
defending_marking
0.42
mentality_aggression
0.41
power_stamina
0.41
movement_acceleration
0.41
defending
0.41
body_type
MISSING:
---
TOP CATEGORIES
Normal
10,750
59%
Lean
6,505
36%
Stocky
1,016
6%
Courtois
1
<1%
PLAYER_BODY_TYPE_25
1
<1%
Messi
1
<1%
Akinfenwa
1
<1%
C. Ronaldo
1
<1%
Neymar
1
<1%
Shaqiri
1
<1%
ALL
18,278
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
body_type
PROVIDES INFORMATION ON...
player_tags
0.04
nation_position
0.01
international_reputation
0.01
skill_moves
0.01
team_position
0.01
lcb
0.00
cb
0.00
rcb
0.00
ls
0.00
st
0.00
rs
0.00
lw
0.00
rw
0.00
lm
0.00
THESE FEATURES GIVE INFORMATION
ON body_type:
lcb
0.02
cb
0.02
rcb
0.02
player_tags
0.02
team_position
0.02
ls
0.02
st
0.02
rs
0.02
lw
0.02
rw
0.02
ldm
0.01
cdm
0.01
rdm
0.01
lf
0.01
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
body_type
CORRELATION RATIO WITH...
weight_kg
0.31
power_strength
0.29
wage_eur
0.28
value_eur
0.23
release_clause_eur
0.23
age
0.21
movement_agility
0.14
movement_acceleration
0.14
pace
0.13
movement_sprint_speed
0.12
skill_dribbling
0.12
dribbling
0.12
overall
0.12
movement_balance
0.12
real_face
MISSING:
---
TOP CATEGORIES
No
16,310
89%
Yes
1,968
11%
ALL
18,278
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
real_face
PROVIDES INFORMATION ON...
international_reputation
0.21
player_tags
0.04
nation_position
0.04
skill_moves
0.02
lcm
0.02
cm
0.02
rcm
0.02
lam
0.02
cam
0.02
ram
0.02
lf
0.02
cf
0.02
rf
0.02
lm
0.02
THESE FEATURES GIVE INFORMATION
ON real_face:
international_reputation
0.21
lcm
0.19
cm
0.19
rcm
0.19
lam
0.17
cam
0.17
ram
0.17
lf
0.16
cf
0.16
rf
0.16
lm
0.16
rm
0.16
ls
0.15
st
0.15
NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)